Comparative Validation of Machine Learning Algorithms for Surgical Workflow and Skill Analysis with the HeiChole Benchmark

Benchmark Model Rank Results
surgical-phase-recognition-on-heicholeCAMMA1 (challenge model)–F1: 68.8
surgical-phase-recognition-on-heicholeCUHK (challenge model)–F1: 65
surgical-phase-recognition-on-heicholeHIKVision (challenge model)–F1: 65.4